Triple
T16399611
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | PAYE tax system |
E398276
|
entity |
| Predicate | fullName |
P16
|
FINISHED |
| Object | Pay As You Earn |
E576954
|
NE FINISHED |
How this triple was built (2 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Pay As You Earn | Statement: [PAYE tax system, fullName, Pay As You Earn]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Pay As You Earn Context triple: [PAYE tax system, fullName, Pay As You Earn]
-
A.
Pay As You Earn
chosen
Pay As You Earn is a U.S. federal student loan repayment plan that caps monthly payments at a percentage of discretionary income and offers potential loan forgiveness after a set period.
-
B.
Revised Pay As You Earn
Revised Pay As You Earn (REPAYE) is a federal student loan repayment plan that bases monthly payments on a percentage of the borrower's discretionary income and offers loan forgiveness after a set number of qualifying years.
-
C.
Income-Based Repayment
Income-Based Repayment is a U.S. federal student loan repayment plan that caps monthly payments based on a borrower’s income and family size, often with the possibility of loan forgiveness after a set period.
-
D.
Income-Contingent Repayment Plan (ICR)
The Income-Contingent Repayment Plan (ICR) is a federal student loan repayment option that bases monthly payments on a borrower’s income, family size, and loan balance, potentially extending the repayment term and offering forgiveness of any remaining balance after a set period.
-
E.
Graduated Repayment Plan
The Graduated Repayment Plan is a federal student loan repayment option where payments start low and increase at set intervals, typically every two years, to help borrowers whose income is expected to rise over time.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69d87f2950248190bc8ad9b9bebdc8c8 |
completed | April 10, 2026, 4:40 a.m. |
| NER | Named-entity recognition | batch_69e327cea4e481908400b852a5a7032a |
completed | April 18, 2026, 6:42 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a003c5bcc7c81909dc1d3a9a1b7f50a |
completed | May 10, 2026, 8:05 a.m. |
Created at: April 10, 2026, 5:09 a.m.